Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 2000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 6 |
| Duplicate rows (%) | 0.3% |
| Total size in memory | 312.6 KiB |
| Average record size in memory | 160.1 B |
Variable types
| NUM | 20 |
|---|
Reproduction
| Analysis started | 2020-08-25 01:36:53.599124 |
|---|---|
| Analysis finished | 2020-08-25 01:37:54.728823 |
| Duration | 1 minute and 1.13 second |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
| Dataset has 6 (0.3%) duplicate rows | Duplicates |
att9 is highly correlated with att20 | High correlation |
att20 is highly correlated with att9 | High correlation |
att4 is highly correlated with att26 and 1 other fields | High correlation |
att26 is highly correlated with att4 and 2 other fields | High correlation |
att41 is highly correlated with att27 | High correlation |
att27 is highly correlated with att41 | High correlation |
att34 is highly correlated with att26 and 1 other fields | High correlation |
att45 is highly correlated with att40 | High correlation |
att40 is highly correlated with att45 | High correlation |
att16 is highly correlated with att26 and 2 other fields | High correlation |
att28
Real number (ℝ≥0)
| Distinct count | 1993 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 194.535903295525 |
|---|---|
| Minimum | 6.97255874 |
| Maximum | 395.00772911 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 6.97255874 |
|---|---|
| 5-th percentile | 66.48312046 |
| Q1 | 141.6171415 |
| median | 192.4126599 |
| Q3 | 252.7727527 |
| 95-th percentile | 320.6767859 |
| Maximum | 395.0077291 |
| Range | 388.0351704 |
| Interquartile range (IQR) | 111.1556113 |
Descriptive statistics
| Standard deviation | 76.06082551 |
|---|---|
| Coefficient of variation (CV) | 0.3909860556 |
| Kurtosis | -0.570538822 |
| Mean | 194.5359033 |
| Median Absolute Deviation (MAD) | 55.28799705 |
| Skewness | 0.005491522369 |
| Sum | 389071.8066 |
| Variance | 5785.249177 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 302.4758346 | 2 | 0.1% | |
| 179.0730754 | 2 | 0.1% | |
| 230.4948013 | 2 | 0.1% | |
| 146.8401858 | 2 | 0.1% | |
| 105.747423 | 2 | 0.1% | |
| 96.412628 | 2 | 0.1% | |
| 146.8401556 | 2 | 0.1% | |
| 155.6676555 | 1 | 0.1% | |
| 112.3242215 | 1 | 0.1% | |
| 193.7037874 | 1 | 0.1% | |
| 293.5960127 | 1 | 0.1% | |
| 6.97255874 | 1 | 0.1% | |
| 293.8963537 | 1 | 0.1% | |
| 257.9733395 | 1 | 0.1% | |
| 245.2194498 | 1 | 0.1% | |
| 216.3731975 | 1 | 0.1% | |
| 114.9823868 | 1 | 0.1% | |
| 265.2191777 | 1 | 0.1% | |
| 216.3979593 | 1 | 0.1% | |
| 155.791308 | 1 | 0.1% | |
| 181.1946995 | 1 | 0.1% | |
| 180.817149 | 1 | 0.1% | |
| 235.4792627 | 1 | 0.1% | |
| 66.16970467 | 1 | 0.1% | |
| 159.8361231 | 1 | 0.1% | |
| Other values (1968) | 1968 | 98.4% |
| Value | Count | Frequency (%) | |
| 6.97255874 | 1 | 0.1% | |
| 8.97927574 | 1 | 0.1% | |
| 8.99332319 | 1 | 0.1% | |
| 9.52256741 | 1 | 0.1% | |
| 9.7460453 | 1 | 0.1% | |
| 10.83065284 | 1 | 0.1% | |
| 10.92873951 | 1 | 0.1% | |
| 12.89643851 | 1 | 0.1% | |
| 15.81766166 | 1 | 0.1% | |
| 17.80811692 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 395.0077291 | 1 | 0.1% | |
| 389.1411927 | 1 | 0.1% | |
| 385.6675709 | 1 | 0.1% | |
| 385.1989901 | 1 | 0.1% | |
| 370.8643491 | 1 | 0.1% | |
| 370.0762381 | 1 | 0.1% | |
| 365.873978 | 1 | 0.1% | |
| 363.4405481 | 1 | 0.1% | |
| 362.3858499 | 1 | 0.1% | |
| 362.1493201 | 1 | 0.1% |
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 111.89405259375 |
|---|---|
| Minimum | 1.10704472 |
| Maximum | 291.1148972000001 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 1.10704472 |
|---|---|
| 5-th percentile | 18.40970527 |
| Q1 | 56.35875037 |
| median | 108.3152015 |
| Q3 | 160.3623359 |
| 95-th percentile | 223.956118 |
| Maximum | 291.1148972 |
| Range | 290.0078525 |
| Interquartile range (IQR) | 104.0035856 |
Descriptive statistics
| Standard deviation | 65.21134487 |
|---|---|
| Coefficient of variation (CV) | 0.5827954512 |
| Kurtosis | -0.7576569026 |
| Mean | 111.8940526 |
| Median Absolute Deviation (MAD) | 51.96769479 |
| Skewness | 0.3127806884 |
| Sum | 223788.1052 |
| Variance | 4252.519499 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 48.56091624 | 2 | 0.1% | |
| 99.27721478 | 2 | 0.1% | |
| 182.7168958 | 2 | 0.1% | |
| 182.7168758 | 2 | 0.1% | |
| 84.09126002 | 2 | 0.1% | |
| 70.40772034 | 2 | 0.1% | |
| 118.209484 | 1 | 0.1% | |
| 115.9670076 | 1 | 0.1% | |
| 195.2594731 | 1 | 0.1% | |
| 35.66714628 | 1 | 0.1% | |
| 141.1951794 | 1 | 0.1% | |
| 176.7986622 | 1 | 0.1% | |
| 126.393191 | 1 | 0.1% | |
| 20.25468679 | 1 | 0.1% | |
| 58.07195021 | 1 | 0.1% | |
| 40.23202534 | 1 | 0.1% | |
| 65.33282866 | 1 | 0.1% | |
| 161.4478527 | 1 | 0.1% | |
| 181.2839695 | 1 | 0.1% | |
| 27.95448634 | 1 | 0.1% | |
| 19.28228832 | 1 | 0.1% | |
| 21.07034036 | 1 | 0.1% | |
| 137.9484581 | 1 | 0.1% | |
| 15.20679963 | 1 | 0.1% | |
| 110.1816609 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| 1.10704472 | 1 | 0.1% | |
| 1.96746588 | 1 | 0.1% | |
| 3.29621606 | 1 | 0.1% | |
| 4.6614704 | 1 | 0.1% | |
| 4.73714134 | 1 | 0.1% | |
| 4.8183039 | 1 | 0.1% | |
| 4.83808389 | 1 | 0.1% | |
| 4.86986039 | 1 | 0.1% | |
| 4.99966731 | 1 | 0.1% | |
| 5.27012502 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 291.1148972 | 1 | 0.1% | |
| 291.1148588 | 1 | 0.1% | |
| 289.6597169 | 1 | 0.1% | |
| 288.6955312 | 1 | 0.1% | |
| 284.9122902 | 1 | 0.1% | |
| 283.3461549 | 1 | 0.1% | |
| 280.1318621 | 1 | 0.1% | |
| 277.430577 | 1 | 0.1% | |
| 277.4305408 | 1 | 0.1% | |
| 273.8191263 | 1 | 0.1% |
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 75.15653136997001 |
|---|---|
| Minimum | 3.01594611 |
| Maximum | 232.52603769 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 3.01594611 |
|---|---|
| 5-th percentile | 19.37335948 |
| Q1 | 45.73860932 |
| median | 69.61835776 |
| Q3 | 98.27909822 |
| 95-th percentile | 150.664543 |
| Maximum | 232.5260377 |
| Range | 229.5100916 |
| Interquartile range (IQR) | 52.5404889 |
Descriptive statistics
| Standard deviation | 40.02596726 |
|---|---|
| Coefficient of variation (CV) | 0.5325680487 |
| Kurtosis | 0.6786576881 |
| Mean | 75.15653137 |
| Median Absolute Deviation (MAD) | 26.06675896 |
| Skewness | 0.7898527115 |
| Sum | 150313.0627 |
| Variance | 1602.078055 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 40.82372415 | 2 | 0.1% | |
| 135.8451182 | 2 | 0.1% | |
| 88.84480294 | 2 | 0.1% | |
| 60.01579304 | 2 | 0.1% | |
| 54.8291615 | 2 | 0.1% | |
| 40.8237322 | 2 | 0.1% | |
| 120.6467083 | 1 | 0.1% | |
| 35.29278838 | 1 | 0.1% | |
| 135.5216758 | 1 | 0.1% | |
| 62.09555705 | 1 | 0.1% | |
| 59.79431605 | 1 | 0.1% | |
| 78.66474126 | 1 | 0.1% | |
| 103.5482176 | 1 | 0.1% | |
| 141.8185178 | 1 | 0.1% | |
| 87.965488 | 1 | 0.1% | |
| 110.5665923 | 1 | 0.1% | |
| 90.30131015 | 1 | 0.1% | |
| 42.20609245 | 1 | 0.1% | |
| 75.14373593 | 1 | 0.1% | |
| 96.83220789 | 1 | 0.1% | |
| 62.71264272 | 1 | 0.1% | |
| 15.31292576 | 1 | 0.1% | |
| 90.03176005 | 1 | 0.1% | |
| 75.47389099 | 1 | 0.1% | |
| 114.5178635 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| 3.01594611 | 1 | 0.1% | |
| 4.28165322 | 1 | 0.1% | |
| 4.35629637 | 1 | 0.1% | |
| 4.6886508 | 1 | 0.1% | |
| 5.86447731 | 1 | 0.1% | |
| 5.91534504 | 1 | 0.1% | |
| 6.08053301 | 1 | 0.1% | |
| 6.10511144 | 1 | 0.1% | |
| 6.57891056 | 1 | 0.1% | |
| 6.97120611 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 232.5260377 | 1 | 0.1% | |
| 227.9636079 | 1 | 0.1% | |
| 224.3878165 | 1 | 0.1% | |
| 221.5459465 | 1 | 0.1% | |
| 220.4920713 | 1 | 0.1% | |
| 218.2798844 | 1 | 0.1% | |
| 213.0485351 | 1 | 0.1% | |
| 209.410401 | 1 | 0.1% | |
| 205.6918932 | 1 | 0.1% | |
| 204.8911148 | 1 | 0.1% |
att44
Real number (ℝ≥0)
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.206767930099998 |
|---|---|
| Minimum | 0.36292568 |
| Maximum | 39.04993415 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0.36292568 |
|---|---|
| 5-th percentile | 1.719155055 |
| Q1 | 4.444497145 |
| median | 7.41766917 |
| Q3 | 11.84919807 |
| 95-th percentile | 23.52315124 |
| Maximum | 39.04993415 |
| Range | 38.68700847 |
| Interquartile range (IQR) | 7.404700925 |
Descriptive statistics
| Standard deviation | 6.780825618 |
|---|---|
| Coefficient of variation (CV) | 0.7365044574 |
| Kurtosis | 2.201399994 |
| Mean | 9.20676793 |
| Median Absolute Deviation (MAD) | 3.53769768 |
| Skewness | 1.44577402 |
| Sum | 18413.53586 |
| Variance | 45.97959607 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 4.46542107 | 2 | 0.1% | |
| 3.12547401 | 2 | 0.1% | |
| 12.85473194 | 2 | 0.1% | |
| 3.23090355 | 2 | 0.1% | |
| 6.28303436 | 2 | 0.1% | |
| 3.12548098 | 2 | 0.1% | |
| 9.3626782 | 1 | 0.1% | |
| 1.93642997 | 1 | 0.1% | |
| 7.86835965 | 1 | 0.1% | |
| 9.5867863 | 1 | 0.1% | |
| 2.14853855 | 1 | 0.1% | |
| 11.3327283 | 1 | 0.1% | |
| 1.93670015 | 1 | 0.1% | |
| 5.96498571 | 1 | 0.1% | |
| 3.18473533 | 1 | 0.1% | |
| 2.16504356 | 1 | 0.1% | |
| 18.02222536 | 1 | 0.1% | |
| 3.27888679 | 1 | 0.1% | |
| 5.70382688 | 1 | 0.1% | |
| 6.96079627 | 1 | 0.1% | |
| 14.1878389 | 1 | 0.1% | |
| 23.90902571 | 1 | 0.1% | |
| 8.47596405 | 1 | 0.1% | |
| 8.64556284 | 1 | 0.1% | |
| 4.19525975 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| 0.36292568 | 1 | 0.1% | |
| 0.37888426 | 1 | 0.1% | |
| 0.42328551 | 1 | 0.1% | |
| 0.43742601 | 1 | 0.1% | |
| 0.46817084 | 1 | 0.1% | |
| 0.47505324 | 1 | 0.1% | |
| 0.52091139 | 1 | 0.1% | |
| 0.53322075 | 1 | 0.1% | |
| 0.54346393 | 1 | 0.1% | |
| 0.56241665 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 39.04993415 | 1 | 0.1% | |
| 38.26677945 | 1 | 0.1% | |
| 37.40693179 | 1 | 0.1% | |
| 36.29352837 | 1 | 0.1% | |
| 35.93171876 | 1 | 0.1% | |
| 35.92615932 | 1 | 0.1% | |
| 35.6374435 | 1 | 0.1% | |
| 35.17448641 | 1 | 0.1% | |
| 35.08186177 | 1 | 0.1% | |
| 35.01207212 | 1 | 0.1% |
att25
Real number (ℝ≥0)
| Distinct count | 1993 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.91350938185 |
|---|---|
| Minimum | 0.01121102 |
| Maximum | 3.37945782 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0.01121102 |
|---|---|
| 5-th percentile | 0.189756715 |
| Q1 | 0.5008659025 |
| median | 0.86641801 |
| Q3 | 1.238611475 |
| 95-th percentile | 1.85504296 |
| Maximum | 3.37945782 |
| Range | 3.3682468 |
| Interquartile range (IQR) | 0.7377455725 |
Descriptive statistics
| Standard deviation | 0.5285230135 |
|---|---|
| Coefficient of variation (CV) | 0.578563312 |
| Kurtosis | 0.7071396149 |
| Mean | 0.9135093818 |
| Median Absolute Deviation (MAD) | 0.368733555 |
| Skewness | 0.7415928909 |
| Sum | 1827.018764 |
| Variance | 0.2793365758 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.34402534 | 2 | 0.1% | |
| 2.23454467 | 2 | 0.1% | |
| 0.36711197 | 2 | 0.1% | |
| 0.70150331 | 2 | 0.1% | |
| 0.59371977 | 2 | 0.1% | |
| 1.40534014 | 2 | 0.1% | |
| 0.36711254 | 2 | 0.1% | |
| 1.10937113 | 1 | 0.1% | |
| 0.99050243 | 1 | 0.1% | |
| 1.90906804 | 1 | 0.1% | |
| 1.15626495 | 1 | 0.1% | |
| 0.31831503 | 1 | 0.1% | |
| 1.13159228 | 1 | 0.1% | |
| 0.67901521 | 1 | 0.1% | |
| 0.13309015 | 1 | 0.1% | |
| 1.27899913 | 1 | 0.1% | |
| 1.6865304 | 1 | 0.1% | |
| 0.84573038 | 1 | 0.1% | |
| 0.80491531 | 1 | 0.1% | |
| 0.45719283 | 1 | 0.1% | |
| 1.01012107 | 1 | 0.1% | |
| 0.53991685 | 1 | 0.1% | |
| 0.33136342 | 1 | 0.1% | |
| 1.0540257 | 1 | 0.1% | |
| 2.44578126 | 1 | 0.1% | |
| Other values (1968) | 1968 | 98.4% |
| Value | Count | Frequency (%) | |
| 0.01121102 | 1 | 0.1% | |
| 0.03262522 | 1 | 0.1% | |
| 0.03262571 | 1 | 0.1% | |
| 0.04018333 | 1 | 0.1% | |
| 0.04018381 | 1 | 0.1% | |
| 0.04862657 | 1 | 0.1% | |
| 0.04934503 | 1 | 0.1% | |
| 0.04977192 | 1 | 0.1% | |
| 0.05034343 | 1 | 0.1% | |
| 0.05360481 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.37945782 | 1 | 0.1% | |
| 3.30780437 | 1 | 0.1% | |
| 3.26451857 | 1 | 0.1% | |
| 3.05749573 | 1 | 0.1% | |
| 2.99629483 | 1 | 0.1% | |
| 2.92990509 | 1 | 0.1% | |
| 2.81253334 | 1 | 0.1% | |
| 2.72034106 | 1 | 0.1% | |
| 2.69899969 | 1 | 0.1% | |
| 2.690355 | 1 | 0.1% |
att37
Real number (ℝ≥0)
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 113.87695503213 |
|---|---|
| Minimum | 0.00974869 |
| Maximum | 430.26914596 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0.00974869 |
|---|---|
| 5-th percentile | 8.204851084 |
| Q1 | 40.41612365 |
| median | 91.66766437 |
| Q3 | 163.7264941 |
| 95-th percentile | 311.2942794 |
| Maximum | 430.269146 |
| Range | 430.2593973 |
| Interquartile range (IQR) | 123.3103705 |
Descriptive statistics
| Standard deviation | 91.3942474 |
|---|---|
| Coefficient of variation (CV) | 0.8025701721 |
| Kurtosis | 0.4600550268 |
| Mean | 113.876955 |
| Median Absolute Deviation (MAD) | 58.50821588 |
| Skewness | 1.013354718 |
| Sum | 227753.9101 |
| Variance | 8352.908458 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 36.30772577 | 2 | 0.1% | |
| 45.27075441 | 2 | 0.1% | |
| 1.37816604 | 2 | 0.1% | |
| 151.5124298 | 2 | 0.1% | |
| 112.3251165 | 2 | 0.1% | |
| 112.3251105 | 2 | 0.1% | |
| 224.9060938 | 1 | 0.1% | |
| 30.4143482 | 1 | 0.1% | |
| 57.23772347 | 1 | 0.1% | |
| 3.14534114 | 1 | 0.1% | |
| 17.40751334 | 1 | 0.1% | |
| 101.313644 | 1 | 0.1% | |
| 70.19326764 | 1 | 0.1% | |
| 154.6648242 | 1 | 0.1% | |
| 139.3909774 | 1 | 0.1% | |
| 98.68632846 | 1 | 0.1% | |
| 18.74459862 | 1 | 0.1% | |
| 63.42973524 | 1 | 0.1% | |
| 178.5595125 | 1 | 0.1% | |
| 326.8706215 | 1 | 0.1% | |
| 314.4996474 | 1 | 0.1% | |
| 157.5943068 | 1 | 0.1% | |
| 8.47384513 | 1 | 0.1% | |
| 18.32138344 | 1 | 0.1% | |
| 87.4666555 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| 0.00974869 | 1 | 0.1% | |
| 0.05580008 | 1 | 0.1% | |
| 0.09787676 | 1 | 0.1% | |
| 0.284647 | 1 | 0.1% | |
| 0.50768788 | 1 | 0.1% | |
| 0.53232004 | 1 | 0.1% | |
| 0.61689937 | 1 | 0.1% | |
| 0.63473253 | 1 | 0.1% | |
| 0.66442074 | 1 | 0.1% | |
| 0.75668141 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 430.269146 | 1 | 0.1% | |
| 418.7735604 | 1 | 0.1% | |
| 413.8997627 | 1 | 0.1% | |
| 410.2702822 | 1 | 0.1% | |
| 407.2344572 | 1 | 0.1% | |
| 406.7160337 | 1 | 0.1% | |
| 403.1211883 | 1 | 0.1% | |
| 397.5018931 | 1 | 0.1% | |
| 395.0308224 | 1 | 0.1% | |
| 394.2586366 | 1 | 0.1% |
att13
Real number (ℝ≥0)
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 127.99289618172 |
|---|---|
| Minimum | 4.60701809 |
| Maximum | 332.72933318 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 4.60701809 |
|---|---|
| 5-th percentile | 30.47044286 |
| Q1 | 74.14888979 |
| median | 120.3197793 |
| Q3 | 177.1210581 |
| 95-th percentile | 246.1743856 |
| Maximum | 332.7293332 |
| Range | 328.1223151 |
| Interquartile range (IQR) | 102.9721683 |
Descriptive statistics
| Standard deviation | 67.64058036 |
|---|---|
| Coefficient of variation (CV) | 0.5284713635 |
| Kurtosis | -0.6304483544 |
| Mean | 127.9928962 |
| Median Absolute Deviation (MAD) | 50.39929666 |
| Skewness | 0.3790488784 |
| Sum | 255985.7924 |
| Variance | 4575.248111 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 245.5423734 | 2 | 0.1% | |
| 153.388427 | 2 | 0.1% | |
| 237.2703748 | 2 | 0.1% | |
| 115.9167131 | 2 | 0.1% | |
| 279.0298277 | 2 | 0.1% | |
| 153.3884201 | 2 | 0.1% | |
| 59.22134332 | 1 | 0.1% | |
| 47.90302526 | 1 | 0.1% | |
| 159.0178986 | 1 | 0.1% | |
| 189.3974437 | 1 | 0.1% | |
| 149.2677475 | 1 | 0.1% | |
| 263.2684547 | 1 | 0.1% | |
| 55.29029859 | 1 | 0.1% | |
| 204.2667537 | 1 | 0.1% | |
| 179.8701499 | 1 | 0.1% | |
| 110.5215496 | 1 | 0.1% | |
| 154.4143813 | 1 | 0.1% | |
| 54.78615939 | 1 | 0.1% | |
| 200.4070833 | 1 | 0.1% | |
| 78.06593265 | 1 | 0.1% | |
| 46.66050219 | 1 | 0.1% | |
| 66.11738603 | 1 | 0.1% | |
| 90.86820711 | 1 | 0.1% | |
| 216.1996836 | 1 | 0.1% | |
| 249.9479843 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| 4.60701809 | 1 | 0.1% | |
| 5.77502439 | 1 | 0.1% | |
| 6.04772361 | 1 | 0.1% | |
| 6.43410992 | 1 | 0.1% | |
| 6.74950537 | 1 | 0.1% | |
| 6.78022507 | 1 | 0.1% | |
| 8.24634299 | 1 | 0.1% | |
| 8.2661108 | 1 | 0.1% | |
| 8.70490322 | 1 | 0.1% | |
| 9.37294364 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 332.7293332 | 1 | 0.1% | |
| 332.7293163 | 1 | 0.1% | |
| 318.4959496 | 1 | 0.1% | |
| 307.5302893 | 1 | 0.1% | |
| 307.5302488 | 1 | 0.1% | |
| 305.7456913 | 1 | 0.1% | |
| 304.747684 | 1 | 0.1% | |
| 304.3122082 | 1 | 0.1% | |
| 301.1736756 | 1 | 0.1% | |
| 296.1576107 | 1 | 0.1% |
| Distinct count | 1991 |
|---|---|
| Unique (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3415502828 |
|---|---|
| Minimum | 0.00728802 |
| Maximum | 1.85812481 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0.00728802 |
|---|---|
| 5-th percentile | 0.0668899445 |
| Q1 | 0.17572506 |
| median | 0.304815915 |
| Q3 | 0.4593935075 |
| 95-th percentile | 0.747491116 |
| Maximum | 1.85812481 |
| Range | 1.85083679 |
| Interquartile range (IQR) | 0.2836684475 |
Descriptive statistics
| Standard deviation | 0.2185355604 |
|---|---|
| Coefficient of variation (CV) | 0.6398342249 |
| Kurtosis | 2.617685152 |
| Mean | 0.3415502828 |
| Median Absolute Deviation (MAD) | 0.14239194 |
| Skewness | 1.19091592 |
| Sum | 683.1005656 |
| Variance | 0.04775779118 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.22953412 | 2 | 0.1% | |
| 0.34545995 | 2 | 0.1% | |
| 0.40422124 | 2 | 0.1% | |
| 0.26184896 | 2 | 0.1% | |
| 0.1770918 | 2 | 0.1% | |
| 0.32166085 | 2 | 0.1% | |
| 0.28983522 | 2 | 0.1% | |
| 0.34545983 | 2 | 0.1% | |
| 0.37866162 | 2 | 0.1% | |
| 0.14349802 | 1 | 0.1% | |
| 0.38906651 | 1 | 0.1% | |
| 0.17920628 | 1 | 0.1% | |
| 0.28383605 | 1 | 0.1% | |
| 0.14714641 | 1 | 0.1% | |
| 0.07348466 | 1 | 0.1% | |
| 0.25778824 | 1 | 0.1% | |
| 0.26906947 | 1 | 0.1% | |
| 0.18467851 | 1 | 0.1% | |
| 0.29391521 | 1 | 0.1% | |
| 0.34081006 | 1 | 0.1% | |
| 0.2477379 | 1 | 0.1% | |
| 0.41775854 | 1 | 0.1% | |
| 0.57455745 | 1 | 0.1% | |
| 1.06928965 | 1 | 0.1% | |
| 0.42369887 | 1 | 0.1% | |
| Other values (1966) | 1966 | 98.3% |
| Value | Count | Frequency (%) | |
| 0.00728802 | 1 | 0.1% | |
| 0.00877772 | 1 | 0.1% | |
| 0.00962655 | 1 | 0.1% | |
| 0.01173004 | 1 | 0.1% | |
| 0.01843717 | 1 | 0.1% | |
| 0.0193133 | 1 | 0.1% | |
| 0.02042537 | 1 | 0.1% | |
| 0.02052675 | 1 | 0.1% | |
| 0.02079165 | 1 | 0.1% | |
| 0.02098467 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.85812481 | 1 | 0.1% | |
| 1.75440258 | 1 | 0.1% | |
| 1.22543019 | 1 | 0.1% | |
| 1.18765388 | 1 | 0.1% | |
| 1.13721055 | 1 | 0.1% | |
| 1.12774346 | 1 | 0.1% | |
| 1.10627382 | 1 | 0.1% | |
| 1.10480897 | 1 | 0.1% | |
| 1.08611063 | 1 | 0.1% | |
| 1.07959665 | 1 | 0.1% |
att5
Real number (ℝ≥0)
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 109.51967571923501 |
|---|---|
| Minimum | 3.82278062 |
| Maximum | 284.6488885 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 3.82278062 |
|---|---|
| 5-th percentile | 27.47951906 |
| Q1 | 69.93835306 |
| median | 106.6430709 |
| Q3 | 143.9951036 |
| 95-th percentile | 202.6889865 |
| Maximum | 284.6488885 |
| Range | 280.8261079 |
| Interquartile range (IQR) | 74.05675054 |
Descriptive statistics
| Standard deviation | 53.20206839 |
|---|---|
| Coefficient of variation (CV) | 0.4857763506 |
| Kurtosis | -0.452504692 |
| Mean | 109.5196757 |
| Median Absolute Deviation (MAD) | 37.0345235 |
| Skewness | 0.2992655374 |
| Sum | 219039.3514 |
| Variance | 2830.460081 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 75.91879187 | 2 | 0.1% | |
| 51.18808545 | 2 | 0.1% | |
| 197.3063358 | 2 | 0.1% | |
| 74.24775593 | 2 | 0.1% | |
| 96.98557342 | 2 | 0.1% | |
| 51.18813712 | 2 | 0.1% | |
| 168.7549246 | 1 | 0.1% | |
| 89.93219219 | 1 | 0.1% | |
| 175.4824306 | 1 | 0.1% | |
| 217.2795864 | 1 | 0.1% | |
| 131.9442428 | 1 | 0.1% | |
| 59.75054299 | 1 | 0.1% | |
| 235.4965438 | 1 | 0.1% | |
| 20.43940891 | 1 | 0.1% | |
| 129.4551702 | 1 | 0.1% | |
| 88.22436894 | 1 | 0.1% | |
| 171.3398436 | 1 | 0.1% | |
| 165.3705108 | 1 | 0.1% | |
| 75.36515465 | 1 | 0.1% | |
| 120.717554 | 1 | 0.1% | |
| 61.99811659 | 1 | 0.1% | |
| 105.2791739 | 1 | 0.1% | |
| 60.71111233 | 1 | 0.1% | |
| 59.53715519 | 1 | 0.1% | |
| 168.4449861 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| 3.82278062 | 1 | 0.1% | |
| 5.60564511 | 1 | 0.1% | |
| 6.042665 | 1 | 0.1% | |
| 6.51364535 | 1 | 0.1% | |
| 6.64715629 | 1 | 0.1% | |
| 6.7834816 | 1 | 0.1% | |
| 6.85116435 | 1 | 0.1% | |
| 7.07947784 | 1 | 0.1% | |
| 7.07956573 | 1 | 0.1% | |
| 7.19351269 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 284.6488885 | 1 | 0.1% | |
| 268.1745849 | 1 | 0.1% | |
| 267.2581872 | 1 | 0.1% | |
| 262.8176773 | 1 | 0.1% | |
| 258.0740653 | 1 | 0.1% | |
| 254.5993186 | 1 | 0.1% | |
| 251.7669758 | 1 | 0.1% | |
| 248.6427142 | 1 | 0.1% | |
| 247.829227 | 1 | 0.1% | |
| 247.7547145 | 1 | 0.1% |
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.492841378005 |
|---|---|
| Minimum | 0.4382199000000001 |
| Maximum | 52.67954467 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0.4382199 |
|---|---|
| 5-th percentile | 3.139855601 |
| Q1 | 8.074846388 |
| median | 13.0863411 |
| Q3 | 19.48489521 |
| 95-th percentile | 30.74200604 |
| Maximum | 52.67954467 |
| Range | 52.24132477 |
| Interquartile range (IQR) | 11.41004882 |
Descriptive statistics
| Standard deviation | 8.536847912 |
|---|---|
| Coefficient of variation (CV) | 0.5890389393 |
| Kurtosis | 0.9668274134 |
| Mean | 14.49284138 |
| Median Absolute Deviation (MAD) | 5.649020535 |
| Skewness | 0.9221422773 |
| Sum | 28985.68276 |
| Variance | 72.87777228 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 32.95833908 | 2 | 0.1% | |
| 18.21667753 | 2 | 0.1% | |
| 19.42195511 | 2 | 0.1% | |
| 6.29816205 | 2 | 0.1% | |
| 14.56421668 | 2 | 0.1% | |
| 6.29815551 | 2 | 0.1% | |
| 9.90597658 | 1 | 0.1% | |
| 8.00674523 | 1 | 0.1% | |
| 21.59296108 | 1 | 0.1% | |
| 6.11794115 | 1 | 0.1% | |
| 3.05302204 | 1 | 0.1% | |
| 5.4392339 | 1 | 0.1% | |
| 19.41464856 | 1 | 0.1% | |
| 20.46774043 | 1 | 0.1% | |
| 3.90352188 | 1 | 0.1% | |
| 11.30177328 | 1 | 0.1% | |
| 20.75580479 | 1 | 0.1% | |
| 8.01822463 | 1 | 0.1% | |
| 17.33119574 | 1 | 0.1% | |
| 4.69268412 | 1 | 0.1% | |
| 7.62874538 | 1 | 0.1% | |
| 4.14635635 | 1 | 0.1% | |
| 28.89722079 | 1 | 0.1% | |
| 18.92788133 | 1 | 0.1% | |
| 16.89421554 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| 0.4382199 | 1 | 0.1% | |
| 0.52690144 | 1 | 0.1% | |
| 0.59902492 | 1 | 0.1% | |
| 0.71733037 | 1 | 0.1% | |
| 0.82051363 | 1 | 0.1% | |
| 0.9446345 | 1 | 0.1% | |
| 0.95431502 | 1 | 0.1% | |
| 0.95431696 | 1 | 0.1% | |
| 1.04637945 | 1 | 0.1% | |
| 1.05698611 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 52.67954467 | 1 | 0.1% | |
| 48.5252359 | 1 | 0.1% | |
| 47.74279155 | 1 | 0.1% | |
| 47.21768666 | 1 | 0.1% | |
| 46.67458647 | 1 | 0.1% | |
| 46.50686143 | 1 | 0.1% | |
| 46.44850943 | 1 | 0.1% | |
| 46.37925951 | 1 | 0.1% | |
| 46.20250862 | 1 | 0.1% | |
| 44.64290544 | 1 | 0.1% |
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6120386677400003 |
|---|---|
| Minimum | 0.07383968 |
| Maximum | 13.11504023 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0.07383968 |
|---|---|
| 5-th percentile | 0.5200881765 |
| Q1 | 1.36255202 |
| median | 2.36196696 |
| Q3 | 3.526661385 |
| 95-th percentile | 5.616474046 |
| Maximum | 13.11504023 |
| Range | 13.04120055 |
| Interquartile range (IQR) | 2.164109365 |
Descriptive statistics
| Standard deviation | 1.615522249 |
|---|---|
| Coefficient of variation (CV) | 0.6184909394 |
| Kurtosis | 1.907458092 |
| Mean | 2.612038668 |
| Median Absolute Deviation (MAD) | 1.0662191 |
| Skewness | 1.05156426 |
| Sum | 5224.077335 |
| Variance | 2.609912138 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2.78035367 | 2 | 0.1% | |
| 2.78035473 | 2 | 0.1% | |
| 2.28749324 | 2 | 0.1% | |
| 2.97617012 | 2 | 0.1% | |
| 1.43976698 | 2 | 0.1% | |
| 2.92051654 | 2 | 0.1% | |
| 1.73548385 | 1 | 0.1% | |
| 1.10344708 | 1 | 0.1% | |
| 2.35624536 | 1 | 0.1% | |
| 1.50805931 | 1 | 0.1% | |
| 0.58400709 | 1 | 0.1% | |
| 3.20157676 | 1 | 0.1% | |
| 1.78294077 | 1 | 0.1% | |
| 3.98529038 | 1 | 0.1% | |
| 4.8854333 | 1 | 0.1% | |
| 2.11534651 | 1 | 0.1% | |
| 0.75014669 | 1 | 0.1% | |
| 1.00200886 | 1 | 0.1% | |
| 1.80828059 | 1 | 0.1% | |
| 2.67561216 | 1 | 0.1% | |
| 2.86786666 | 1 | 0.1% | |
| 5.65362249 | 1 | 0.1% | |
| 3.35889179 | 1 | 0.1% | |
| 2.8364091 | 1 | 0.1% | |
| 6.26158839 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| 0.07383968 | 1 | 0.1% | |
| 0.08112972 | 1 | 0.1% | |
| 0.11503409 | 1 | 0.1% | |
| 0.12194599 | 1 | 0.1% | |
| 0.12842317 | 1 | 0.1% | |
| 0.13749603 | 1 | 0.1% | |
| 0.14444789 | 1 | 0.1% | |
| 0.14535292 | 1 | 0.1% | |
| 0.15914199 | 1 | 0.1% | |
| 0.16756866 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 13.11504023 | 1 | 0.1% | |
| 12.38450926 | 1 | 0.1% | |
| 8.68924207 | 1 | 0.1% | |
| 8.62179225 | 1 | 0.1% | |
| 8.41104816 | 1 | 0.1% | |
| 8.22028918 | 1 | 0.1% | |
| 8.10814188 | 1 | 0.1% | |
| 8.03491829 | 1 | 0.1% | |
| 7.96671941 | 1 | 0.1% | |
| 7.80859499 | 1 | 0.1% |
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.88189674453501 |
|---|---|
| Minimum | 2.24086506 |
| Maximum | 200.55800459 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 2.24086506 |
|---|---|
| 5-th percentile | 18.29729166 |
| Q1 | 40.58710727 |
| median | 63.22075769 |
| Q3 | 94.25560132 |
| 95-th percentile | 142.8031966 |
| Maximum | 200.5580046 |
| Range | 198.3171395 |
| Interquartile range (IQR) | 53.66849406 |
Descriptive statistics
| Standard deviation | 38.34881033 |
|---|---|
| Coefficient of variation (CV) | 0.5487660197 |
| Kurtosis | 0.06742984942 |
| Mean | 69.88189674 |
| Median Absolute Deviation (MAD) | 25.89669149 |
| Skewness | 0.6998273407 |
| Sum | 139763.7935 |
| Variance | 1470.631254 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 40.58712217 | 2 | 0.1% | |
| 95.24155925 | 2 | 0.1% | |
| 79.64340676 | 2 | 0.1% | |
| 146.6511743 | 2 | 0.1% | |
| 40.58706256 | 2 | 0.1% | |
| 72.9323865 | 2 | 0.1% | |
| 113.8295702 | 1 | 0.1% | |
| 102.5676282 | 1 | 0.1% | |
| 143.186376 | 1 | 0.1% | |
| 81.47483144 | 1 | 0.1% | |
| 164.3483512 | 1 | 0.1% | |
| 96.46381924 | 1 | 0.1% | |
| 101.3352322 | 1 | 0.1% | |
| 42.09328812 | 1 | 0.1% | |
| 114.5497111 | 1 | 0.1% | |
| 47.95228832 | 1 | 0.1% | |
| 100.0819335 | 1 | 0.1% | |
| 119.1852775 | 1 | 0.1% | |
| 87.84247437 | 1 | 0.1% | |
| 18.43332423 | 1 | 0.1% | |
| 92.55774305 | 1 | 0.1% | |
| 64.03759578 | 1 | 0.1% | |
| 59.28243423 | 1 | 0.1% | |
| 27.66391325 | 1 | 0.1% | |
| 25.79778656 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| 2.24086506 | 1 | 0.1% | |
| 2.70617653 | 1 | 0.1% | |
| 2.97451468 | 1 | 0.1% | |
| 3.1727279 | 1 | 0.1% | |
| 3.17487208 | 1 | 0.1% | |
| 3.580779 | 1 | 0.1% | |
| 3.78366776 | 1 | 0.1% | |
| 4.10530922 | 1 | 0.1% | |
| 4.71177229 | 1 | 0.1% | |
| 4.73757526 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 200.5580046 | 1 | 0.1% | |
| 198.6463121 | 1 | 0.1% | |
| 196.1469016 | 1 | 0.1% | |
| 194.1925326 | 1 | 0.1% | |
| 191.2646134 | 1 | 0.1% | |
| 189.772116 | 1 | 0.1% | |
| 189.1656456 | 1 | 0.1% | |
| 188.4212928 | 1 | 0.1% | |
| 187.8115923 | 1 | 0.1% | |
| 187.4911071 | 1 | 0.1% |
att7
Real number (ℝ≥0)
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 147.57856485118 |
|---|---|
| Minimum | 0.04566031 |
| Maximum | 463.12826411 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0.04566031 |
|---|---|
| 5-th percentile | 14.18883492 |
| Q1 | 60.87862379 |
| median | 132.1459697 |
| Q3 | 220.408564 |
| 95-th percentile | 331.6178654 |
| Maximum | 463.1282641 |
| Range | 463.0826038 |
| Interquartile range (IQR) | 159.5299402 |
Descriptive statistics
| Standard deviation | 100.3973689 |
|---|---|
| Coefficient of variation (CV) | 0.6802977721 |
| Kurtosis | -0.5632490146 |
| Mean | 147.5785649 |
| Median Absolute Deviation (MAD) | 77.76012224 |
| Skewness | 0.51732685 |
| Sum | 295157.1297 |
| Variance | 10079.63168 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 309.8765548 | 2 | 0.1% | |
| 124.9392821 | 2 | 0.1% | |
| 55.51576872 | 2 | 0.1% | |
| 11.58791472 | 2 | 0.1% | |
| 124.9392101 | 2 | 0.1% | |
| 0.25805261 | 2 | 0.1% | |
| 130.8328653 | 1 | 0.1% | |
| 17.86004232 | 1 | 0.1% | |
| 119.4717362 | 1 | 0.1% | |
| 218.7120539 | 1 | 0.1% | |
| 11.33248157 | 1 | 0.1% | |
| 21.58014492 | 1 | 0.1% | |
| 343.4821057 | 1 | 0.1% | |
| 19.9571249 | 1 | 0.1% | |
| 200.6096135 | 1 | 0.1% | |
| 6.71033197 | 1 | 0.1% | |
| 230.7910605 | 1 | 0.1% | |
| 284.0044385 | 1 | 0.1% | |
| 292.4253996 | 1 | 0.1% | |
| 98.67483457 | 1 | 0.1% | |
| 200.1702969 | 1 | 0.1% | |
| 38.6043059 | 1 | 0.1% | |
| 52.71901598 | 1 | 0.1% | |
| 116.5321216 | 1 | 0.1% | |
| 0.62411183 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| 0.04566031 | 1 | 0.1% | |
| 0.15504722 | 1 | 0.1% | |
| 0.25805261 | 2 | 0.1% | |
| 0.43961473 | 1 | 0.1% | |
| 0.51065378 | 1 | 0.1% | |
| 0.51809629 | 1 | 0.1% | |
| 0.54287927 | 1 | 0.1% | |
| 0.62411183 | 1 | 0.1% | |
| 0.68112881 | 1 | 0.1% | |
| 0.83295105 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 463.1282641 | 1 | 0.1% | |
| 460.2133038 | 1 | 0.1% | |
| 447.5578984 | 1 | 0.1% | |
| 443.2190984 | 1 | 0.1% | |
| 438.5865402 | 1 | 0.1% | |
| 435.0410913 | 1 | 0.1% | |
| 426.9333728 | 1 | 0.1% | |
| 423.7354695 | 1 | 0.1% | |
| 421.8828147 | 1 | 0.1% | |
| 412.9580972 | 1 | 0.1% |
| Distinct count | 1993 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.537383493435 |
|---|---|
| Minimum | 0.35118984 |
| Maximum | 24.58382169 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0.35118984 |
|---|---|
| 5-th percentile | 2.328528001 |
| Q1 | 5.031431148 |
| median | 6.98285296 |
| Q3 | 9.394055772 |
| 95-th percentile | 14.51770837 |
| Maximum | 24.58382169 |
| Range | 24.23263185 |
| Interquartile range (IQR) | 4.362624625 |
Descriptive statistics
| Standard deviation | 3.757990088 |
|---|---|
| Coefficient of variation (CV) | 0.4985801891 |
| Kurtosis | 1.869983584 |
| Mean | 7.537383493 |
| Median Absolute Deviation (MAD) | 2.151557 |
| Skewness | 1.063416604 |
| Sum | 15074.76699 |
| Variance | 14.1224895 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 5.03125108 | 2 | 0.1% | |
| 8.51160455 | 2 | 0.1% | |
| 5.03125078 | 2 | 0.1% | |
| 12.27030369 | 2 | 0.1% | |
| 6.95440793 | 2 | 0.1% | |
| 8.31685858 | 2 | 0.1% | |
| 5.03149117 | 2 | 0.1% | |
| 2.40642157 | 1 | 0.1% | |
| 7.00697027 | 1 | 0.1% | |
| 9.54816309 | 1 | 0.1% | |
| 7.96323034 | 1 | 0.1% | |
| 6.35122423 | 1 | 0.1% | |
| 5.87096889 | 1 | 0.1% | |
| 9.72265477 | 1 | 0.1% | |
| 7.09772779 | 1 | 0.1% | |
| 18.7648015 | 1 | 0.1% | |
| 7.48397372 | 1 | 0.1% | |
| 5.91095931 | 1 | 0.1% | |
| 6.67092286 | 1 | 0.1% | |
| 4.2452882 | 1 | 0.1% | |
| 10.19813642 | 1 | 0.1% | |
| 8.13024475 | 1 | 0.1% | |
| 9.39969063 | 1 | 0.1% | |
| 4.77668233 | 1 | 0.1% | |
| 7.63917054 | 1 | 0.1% | |
| Other values (1968) | 1968 | 98.4% |
| Value | Count | Frequency (%) | |
| 0.35118984 | 1 | 0.1% | |
| 0.50956984 | 1 | 0.1% | |
| 0.57765357 | 1 | 0.1% | |
| 0.59200021 | 1 | 0.1% | |
| 0.67820113 | 1 | 0.1% | |
| 0.74267792 | 1 | 0.1% | |
| 0.81936934 | 1 | 0.1% | |
| 0.87150136 | 1 | 0.1% | |
| 0.87435352 | 1 | 0.1% | |
| 0.94244988 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 24.58382169 | 1 | 0.1% | |
| 24.19048701 | 1 | 0.1% | |
| 23.93983683 | 1 | 0.1% | |
| 23.63458333 | 1 | 0.1% | |
| 23.12931314 | 1 | 0.1% | |
| 22.56880925 | 1 | 0.1% | |
| 22.22070562 | 1 | 0.1% | |
| 21.71815727 | 1 | 0.1% | |
| 21.58357154 | 1 | 0.1% | |
| 21.50645188 | 1 | 0.1% |
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.48639195482 |
|---|---|
| Minimum | 0.03186483 |
| Maximum | 9.58893702 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0.03186483 |
|---|---|
| 5-th percentile | 0.5332079495 |
| Q1 | 1.343751945 |
| median | 2.224730215 |
| Q3 | 3.346010035 |
| 95-th percentile | 5.364175185 |
| Maximum | 9.58893702 |
| Range | 9.55707219 |
| Interquartile range (IQR) | 2.00225809 |
Descriptive statistics
| Standard deviation | 1.509829829 |
|---|---|
| Coefficient of variation (CV) | 0.6072372564 |
| Kurtosis | 1.250348532 |
| Mean | 2.486391955 |
| Median Absolute Deviation (MAD) | 0.99206334 |
| Skewness | 0.9999058074 |
| Sum | 4972.78391 |
| Variance | 2.279586112 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 3.31271434 | 2 | 0.1% | |
| 0.97959074 | 2 | 0.1% | |
| 3.25283906 | 2 | 0.1% | |
| 2.37483256 | 2 | 0.1% | |
| 0.97958988 | 2 | 0.1% | |
| 5.73614213 | 2 | 0.1% | |
| 3.66951179 | 1 | 0.1% | |
| 1.82667494 | 1 | 0.1% | |
| 1.22749456 | 1 | 0.1% | |
| 3.68300832 | 1 | 0.1% | |
| 1.18534008 | 1 | 0.1% | |
| 2.32787752 | 1 | 0.1% | |
| 0.9788132 | 1 | 0.1% | |
| 1.52450421 | 1 | 0.1% | |
| 5.29220525 | 1 | 0.1% | |
| 0.28970238 | 1 | 0.1% | |
| 6.55783369 | 1 | 0.1% | |
| 2.67555445 | 1 | 0.1% | |
| 2.69511077 | 1 | 0.1% | |
| 1.71025273 | 1 | 0.1% | |
| 2.42386454 | 1 | 0.1% | |
| 4.94821969 | 1 | 0.1% | |
| 3.62557971 | 1 | 0.1% | |
| 1.15052303 | 1 | 0.1% | |
| 1.63576347 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| 0.03186483 | 1 | 0.1% | |
| 0.05779276 | 1 | 0.1% | |
| 0.11847808 | 1 | 0.1% | |
| 0.12654709 | 1 | 0.1% | |
| 0.12849559 | 1 | 0.1% | |
| 0.13737549 | 1 | 0.1% | |
| 0.13965225 | 1 | 0.1% | |
| 0.13965266 | 1 | 0.1% | |
| 0.14036157 | 1 | 0.1% | |
| 0.14396167 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 9.58893702 | 1 | 0.1% | |
| 8.65782204 | 1 | 0.1% | |
| 8.63790634 | 1 | 0.1% | |
| 8.63544641 | 1 | 0.1% | |
| 8.62871162 | 1 | 0.1% | |
| 8.32249661 | 1 | 0.1% | |
| 8.31306151 | 1 | 0.1% | |
| 8.24250771 | 1 | 0.1% | |
| 8.22804435 | 1 | 0.1% | |
| 8.1669682 | 1 | 0.1% |
att14
Real number (ℝ≥0)
| Distinct count | 1993 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.21417110897499997 |
|---|---|
| Minimum | 0.00570986 |
| Maximum | 1.22361928 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0.00570986 |
|---|---|
| 5-th percentile | 0.0391104725 |
| Q1 | 0.1101806625 |
| median | 0.185248605 |
| Q3 | 0.2876795925 |
| 95-th percentile | 0.4830052205 |
| Maximum | 1.22361928 |
| Range | 1.21790942 |
| Interquartile range (IQR) | 0.17749893 |
Descriptive statistics
| Standard deviation | 0.145772649 |
|---|---|
| Coefficient of variation (CV) | 0.6806363832 |
| Kurtosis | 4.172704697 |
| Mean | 0.214171109 |
| Median Absolute Deviation (MAD) | 0.0865105 |
| Skewness | 1.51892297 |
| Sum | 428.3422179 |
| Variance | 0.02124966519 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.02821388 | 2 | 0.1% | |
| 0.27180807 | 2 | 0.1% | |
| 0.09344126 | 2 | 0.1% | |
| 0.19485236 | 2 | 0.1% | |
| 0.09344144 | 2 | 0.1% | |
| 0.30174834 | 2 | 0.1% | |
| 0.34785887 | 2 | 0.1% | |
| 0.09884756 | 1 | 0.1% | |
| 0.05451769 | 1 | 0.1% | |
| 0.482475 | 1 | 0.1% | |
| 0.16951254 | 1 | 0.1% | |
| 0.08168948 | 1 | 0.1% | |
| 0.04830068 | 1 | 0.1% | |
| 0.15098856 | 1 | 0.1% | |
| 0.08132154 | 1 | 0.1% | |
| 0.08598192 | 1 | 0.1% | |
| 0.11090371 | 1 | 0.1% | |
| 0.07934321 | 1 | 0.1% | |
| 0.053328 | 1 | 0.1% | |
| 0.18166791 | 1 | 0.1% | |
| 0.02304968 | 1 | 0.1% | |
| 0.18896448 | 1 | 0.1% | |
| 0.30543051 | 1 | 0.1% | |
| 0.0275145 | 1 | 0.1% | |
| 0.04101381 | 1 | 0.1% | |
| Other values (1968) | 1968 | 98.4% |
| Value | Count | Frequency (%) | |
| 0.00570986 | 1 | 0.1% | |
| 0.00588678 | 1 | 0.1% | |
| 0.00609504 | 1 | 0.1% | |
| 0.00712881 | 1 | 0.1% | |
| 0.00742668 | 1 | 0.1% | |
| 0.0080079 | 1 | 0.1% | |
| 0.00845745 | 1 | 0.1% | |
| 0.00974103 | 1 | 0.1% | |
| 0.01107151 | 1 | 0.1% | |
| 0.01115354 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.22361928 | 1 | 0.1% | |
| 1.11507421 | 1 | 0.1% | |
| 1.00647 | 1 | 0.1% | |
| 0.95835639 | 1 | 0.1% | |
| 0.95475182 | 1 | 0.1% | |
| 0.9405079 | 1 | 0.1% | |
| 0.86568621 | 1 | 0.1% | |
| 0.83104375 | 1 | 0.1% | |
| 0.82863191 | 1 | 0.1% | |
| 0.79886851 | 1 | 0.1% |
att18
Real number (ℝ≥0)
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 154.05883909079503 |
|---|---|
| Minimum | 4.692461799999999 |
| Maximum | 408.66517569 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 4.6924618 |
|---|---|
| 5-th percentile | 43.78734287 |
| Q1 | 98.0917974 |
| median | 145.9561978 |
| Q3 | 202.0959009 |
| 95-th percentile | 293.1979001 |
| Maximum | 408.6651757 |
| Range | 403.9727139 |
| Interquartile range (IQR) | 104.0041035 |
Descriptive statistics
| Standard deviation | 74.83418391 |
|---|---|
| Coefficient of variation (CV) | 0.4857506674 |
| Kurtosis | -0.2428609086 |
| Mean | 154.0588391 |
| Median Absolute Deviation (MAD) | 50.80790904 |
| Skewness | 0.4940193993 |
| Sum | 308117.6782 |
| Variance | 5600.155082 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 25.57470256 | 2 | 0.1% | |
| 126.5875906 | 2 | 0.1% | |
| 139.8470463 | 2 | 0.1% | |
| 289.7630776 | 2 | 0.1% | |
| 185.644138 | 2 | 0.1% | |
| 25.57463095 | 2 | 0.1% | |
| 36.39887667 | 1 | 0.1% | |
| 108.49221 | 1 | 0.1% | |
| 89.71786304 | 1 | 0.1% | |
| 144.8566573 | 1 | 0.1% | |
| 160.1714383 | 1 | 0.1% | |
| 185.8600563 | 1 | 0.1% | |
| 95.39232608 | 1 | 0.1% | |
| 183.7837236 | 1 | 0.1% | |
| 20.36906408 | 1 | 0.1% | |
| 285.6126451 | 1 | 0.1% | |
| 240.6785917 | 1 | 0.1% | |
| 29.9721382 | 1 | 0.1% | |
| 93.2755638 | 1 | 0.1% | |
| 336.5573027 | 1 | 0.1% | |
| 111.148052 | 1 | 0.1% | |
| 119.0767891 | 1 | 0.1% | |
| 117.2851428 | 1 | 0.1% | |
| 258.6599588 | 1 | 0.1% | |
| 211.9619999 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| 4.6924618 | 1 | 0.1% | |
| 4.86387635 | 1 | 0.1% | |
| 5.00670424 | 1 | 0.1% | |
| 6.00808271 | 1 | 0.1% | |
| 11.3618648 | 1 | 0.1% | |
| 12.0200593 | 1 | 0.1% | |
| 12.30457201 | 1 | 0.1% | |
| 14.96477393 | 1 | 0.1% | |
| 16.54452882 | 1 | 0.1% | |
| 16.79997352 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 408.6651757 | 1 | 0.1% | |
| 392.8616139 | 1 | 0.1% | |
| 385.127622 | 1 | 0.1% | |
| 374.7739805 | 1 | 0.1% | |
| 367.323411 | 1 | 0.1% | |
| 364.3057481 | 1 | 0.1% | |
| 362.4130086 | 1 | 0.1% | |
| 357.5371467 | 1 | 0.1% | |
| 352.5913279 | 1 | 0.1% | |
| 350.6185282 | 1 | 0.1% |
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 86.40561557131001 |
|---|---|
| Minimum | 0.75313 |
| Maximum | 218.87719999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0.75313 |
|---|---|
| 5-th percentile | 13.01600864 |
| Q1 | 40.33246101 |
| median | 83.12598727 |
| Q3 | 127.6117921 |
| 95-th percentile | 174.0755741 |
| Maximum | 218.8772 |
| Range | 218.12407 |
| Interquartile range (IQR) | 87.27933104 |
Descriptive statistics
| Standard deviation | 52.0275353 |
|---|---|
| Coefficient of variation (CV) | 0.6021314119 |
| Kurtosis | -0.9914117205 |
| Mean | 86.40561557 |
| Median Absolute Deviation (MAD) | 43.53441366 |
| Skewness | 0.2657973671 |
| Sum | 172811.2311 |
| Variance | 2706.864429 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 95.37960211 | 2 | 0.1% | |
| 93.09976051 | 2 | 0.1% | |
| 160.0452435 | 2 | 0.1% | |
| 26.04287959 | 2 | 0.1% | |
| 48.47965744 | 2 | 0.1% | |
| 160.0452278 | 2 | 0.1% | |
| 188.2629878 | 1 | 0.1% | |
| 121.4588187 | 1 | 0.1% | |
| 21.38225226 | 1 | 0.1% | |
| 41.73395262 | 1 | 0.1% | |
| 125.3843388 | 1 | 0.1% | |
| 79.36611992 | 1 | 0.1% | |
| 128.8980063 | 1 | 0.1% | |
| 92.78439442 | 1 | 0.1% | |
| 187.243521 | 1 | 0.1% | |
| 156.682305 | 1 | 0.1% | |
| 189.5834649 | 1 | 0.1% | |
| 91.45172989 | 1 | 0.1% | |
| 22.29519012 | 1 | 0.1% | |
| 136.8193842 | 1 | 0.1% | |
| 30.52508872 | 1 | 0.1% | |
| 28.48939374 | 1 | 0.1% | |
| 126.0632028 | 1 | 0.1% | |
| 115.0987998 | 1 | 0.1% | |
| 32.46282509 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| 0.75313 | 1 | 0.1% | |
| 1.16171913 | 1 | 0.1% | |
| 1.20625744 | 1 | 0.1% | |
| 1.6901017 | 1 | 0.1% | |
| 1.69227621 | 1 | 0.1% | |
| 2.92319494 | 1 | 0.1% | |
| 3.31609157 | 1 | 0.1% | |
| 3.34333055 | 1 | 0.1% | |
| 3.35085192 | 1 | 0.1% | |
| 3.43994543 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 218.8772 | 1 | 0.1% | |
| 218.4921489 | 1 | 0.1% | |
| 216.5006449 | 1 | 0.1% | |
| 216.5006402 | 1 | 0.1% | |
| 212.3095522 | 1 | 0.1% | |
| 211.8445948 | 1 | 0.1% | |
| 208.143389 | 1 | 0.1% | |
| 208.0278102 | 1 | 0.1% | |
| 207.1651978 | 1 | 0.1% | |
| 207.1651936 | 1 | 0.1% |
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.214143449945 |
|---|---|
| Minimum | 0.52874142 |
| Maximum | 133.41467494 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0.52874142 |
|---|---|
| 5-th percentile | 9.860596267 |
| Q1 | 23.22498835 |
| median | 36.3095613 |
| Q3 | 54.14056552 |
| 95-th percentile | 84.08826474 |
| Maximum | 133.4146749 |
| Range | 132.8859335 |
| Interquartile range (IQR) | 30.91557717 |
Descriptive statistics
| Standard deviation | 22.87432543 |
|---|---|
| Coefficient of variation (CV) | 0.5688129465 |
| Kurtosis | 0.5855152977 |
| Mean | 40.21414345 |
| Median Absolute Deviation (MAD) | 15.25363472 |
| Skewness | 0.8272261529 |
| Sum | 80428.2869 |
| Variance | 523.2347637 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 19.8948077 | 2 | 0.1% | |
| 47.32991759 | 2 | 0.1% | |
| 54.35786302 | 2 | 0.1% | |
| 19.89478316 | 2 | 0.1% | |
| 89.09390506 | 2 | 0.1% | |
| 43.00161849 | 2 | 0.1% | |
| 19.58012677 | 1 | 0.1% | |
| 56.54904628 | 1 | 0.1% | |
| 38.76994726 | 1 | 0.1% | |
| 92.35095938 | 1 | 0.1% | |
| 8.64246865 | 1 | 0.1% | |
| 21.66383241 | 1 | 0.1% | |
| 16.69155537 | 1 | 0.1% | |
| 35.68656566 | 1 | 0.1% | |
| 48.75983223 | 1 | 0.1% | |
| 51.6798999 | 1 | 0.1% | |
| 52.07292491 | 1 | 0.1% | |
| 97.05880791 | 1 | 0.1% | |
| 25.70569645 | 1 | 0.1% | |
| 106.4813193 | 1 | 0.1% | |
| 64.94584456 | 1 | 0.1% | |
| 68.93830788 | 1 | 0.1% | |
| 12.31583604 | 1 | 0.1% | |
| 40.44049245 | 1 | 0.1% | |
| 32.86950038 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| 0.52874142 | 1 | 0.1% | |
| 0.99131423 | 1 | 0.1% | |
| 1.40770073 | 1 | 0.1% | |
| 1.40772091 | 1 | 0.1% | |
| 1.4785602 | 1 | 0.1% | |
| 2.25322712 | 1 | 0.1% | |
| 2.340411 | 1 | 0.1% | |
| 2.70257088 | 1 | 0.1% | |
| 2.79363629 | 1 | 0.1% | |
| 2.85562228 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 133.4146749 | 1 | 0.1% | |
| 127.033153 | 1 | 0.1% | |
| 122.5797616 | 1 | 0.1% | |
| 122.5492697 | 1 | 0.1% | |
| 121.1492399 | 1 | 0.1% | |
| 120.7396074 | 1 | 0.1% | |
| 120.0492826 | 1 | 0.1% | |
| 119.1382457 | 1 | 0.1% | |
| 116.8415484 | 1 | 0.1% | |
| 116.1653994 | 1 | 0.1% |
target
Real number (ℝ≥0)
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.5 |
|---|---|
| Minimum | 1 |
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5.5 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.872999663 |
|---|---|
| Coefficient of variation (CV) | 0.5223635751 |
| Kurtosis | -1.224302538 |
| Mean | 5.5 |
| Median Absolute Deviation (MAD) | 2.5 |
| Skewness | 0 |
| Sum | 11000 |
| Variance | 8.254127064 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 10 | 200 | 10.0% | |
| 9 | 200 | 10.0% | |
| 8 | 200 | 10.0% | |
| 7 | 200 | 10.0% | |
| 6 | 200 | 10.0% | |
| 5 | 200 | 10.0% | |
| 4 | 200 | 10.0% | |
| 3 | 200 | 10.0% | |
| 2 | 200 | 10.0% | |
| 1 | 200 | 10.0% |
| Value | Count | Frequency (%) | |
| 1 | 200 | 10.0% | |
| 2 | 200 | 10.0% | |
| 3 | 200 | 10.0% | |
| 4 | 200 | 10.0% | |
| 5 | 200 | 10.0% | |
| 6 | 200 | 10.0% | |
| 7 | 200 | 10.0% | |
| 8 | 200 | 10.0% | |
| 9 | 200 | 10.0% | |
| 10 | 200 | 10.0% |
| Value | Count | Frequency (%) | |
| 10 | 200 | 10.0% | |
| 9 | 200 | 10.0% | |
| 8 | 200 | 10.0% | |
| 7 | 200 | 10.0% | |
| 6 | 200 | 10.0% | |
| 5 | 200 | 10.0% | |
| 4 | 200 | 10.0% | |
| 3 | 200 | 10.0% | |
| 2 | 200 | 10.0% | |
| 1 | 200 | 10.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| att28 | att40 | att27 | att44 | att25 | att37 | att13 | att20 | att5 | att26 | att9 | att4 | att7 | att41 | att34 | att14 | att18 | att45 | att16 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 6.972559 | 9.858915 | 13.992883 | 9.711070 | 0.623083 | 158.818410 | 99.025277 | 0.324292 | 171.554214 | 11.902597 | 2.601646 | 75.806559 | 206.416027 | 1.399891 | 1.875599 | 0.100592 | 303.833008 | 20.007248 | 37.203673 | 1 |
| 1 | 91.367313 | 70.681899 | 53.191399 | 8.140633 | 0.414205 | 34.597257 | 87.946417 | 0.054929 | 85.187116 | 8.006745 | 0.390566 | 42.369276 | 253.569575 | 6.674412 | 1.348741 | 0.136957 | 186.411684 | 44.536711 | 22.837229 | 1 |
| 2 | 94.039942 | 30.093590 | 71.369955 | 4.530921 | 0.328196 | 10.924662 | 17.760377 | 0.113119 | 54.448177 | 7.781216 | 0.937399 | 31.744786 | 389.980746 | 7.858211 | 1.336517 | 0.138112 | 168.420731 | 26.292170 | 20.892105 | 1 |
| 3 | 112.688600 | 30.564085 | 61.257439 | 3.706023 | 0.692839 | 21.054749 | 55.037174 | 0.245137 | 57.181760 | 8.226120 | 1.973268 | 51.196682 | 256.174645 | 7.097728 | 1.326251 | 0.190329 | 178.923865 | 13.432311 | 25.128272 | 1 |
| 4 | 86.050213 | 30.242473 | 75.963320 | 1.806273 | 0.384703 | 83.421886 | 71.512437 | 0.144952 | 48.509025 | 9.695486 | 1.117292 | 37.325052 | 238.572767 | 9.015714 | 1.721486 | 0.076843 | 216.615177 | 23.689300 | 24.901428 | 1 |
| 5 | 192.069988 | 97.581195 | 197.378923 | 2.592809 | 1.961769 | 120.751623 | 58.455365 | 0.087589 | 120.586600 | 35.853147 | 0.754167 | 142.718378 | 193.363034 | 21.335305 | 6.382364 | 0.652346 | 58.288896 | 64.448681 | 93.324245 | 1 |
| 6 | 27.757010 | 6.637128 | 17.188437 | 7.144262 | 1.208892 | 197.237818 | 82.261748 | 0.292321 | 149.906770 | 21.796423 | 2.232918 | 120.285912 | 66.873006 | 2.110440 | 3.563913 | 0.113185 | 357.537147 | 10.642549 | 64.394320 | 1 |
| 7 | 70.581004 | 11.409401 | 49.846426 | 6.839167 | 0.106852 | 186.391625 | 21.512162 | 0.156483 | 107.223791 | 1.762550 | 1.318604 | 15.007775 | 247.380454 | 7.062444 | 0.431665 | 0.070617 | 240.297649 | 15.515805 | 2.702571 | 1 |
| 8 | 59.644695 | 11.609861 | 23.724742 | 2.851916 | 1.672488 | 260.583171 | 9.388965 | 0.066007 | 191.239560 | 23.234778 | 0.539381 | 120.850583 | 70.507455 | 3.544209 | 3.871127 | 0.348530 | 408.665176 | 15.304698 | 66.930982 | 1 |
| 9 | 92.757184 | 31.418570 | 9.998511 | 2.119944 | 1.015154 | 82.956994 | 46.991971 | 0.156555 | 151.137123 | 16.945780 | 1.259536 | 107.554523 | 115.831168 | 2.458406 | 2.665973 | 0.164024 | 217.453076 | 19.089455 | 52.958599 | 1 |
Last rows
| att28 | att40 | att27 | att44 | att25 | att37 | att13 | att20 | att5 | att26 | att9 | att4 | att7 | att41 | att34 | att14 | att18 | att45 | att16 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1990 | 180.771650 | 243.805762 | 36.048338 | 7.589092 | 0.336336 | 51.077151 | 112.987743 | 0.190508 | 101.112869 | 3.613068 | 1.465321 | 23.018607 | 95.877472 | 4.071178 | 0.605709 | 0.115961 | 117.013965 | 186.406123 | 10.828827 | 10 |
| 1991 | 137.806050 | 118.521790 | 63.075920 | 14.641223 | 1.239357 | 203.056511 | 279.855546 | 0.489451 | 91.726771 | 17.711248 | 3.714411 | 94.883818 | 72.708665 | 6.214665 | 2.945997 | 0.382073 | 87.368294 | 111.946869 | 51.418937 | 10 |
| 1992 | 114.630338 | 216.840384 | 55.652904 | 3.083184 | 0.254960 | 61.500017 | 57.234195 | 0.146287 | 6.783482 | 5.872039 | 1.190206 | 35.336860 | 76.284483 | 5.793740 | 0.933894 | 0.055534 | 114.628189 | 160.055571 | 18.000777 | 10 |
| 1993 | 164.537953 | 140.061323 | 31.068048 | 6.274344 | 0.632852 | 39.680506 | 102.268259 | 0.068556 | 132.498166 | 5.345143 | 0.578044 | 38.737913 | 218.990325 | 5.121689 | 0.802665 | 0.206913 | 308.747915 | 94.691263 | 17.738102 | 10 |
| 1994 | 131.139056 | 264.354480 | 98.766694 | 10.841645 | 1.334416 | 40.436076 | 71.636866 | 0.150842 | 204.764104 | 24.042785 | 0.977226 | 133.118858 | 42.408282 | 8.450120 | 3.937718 | 0.241640 | 137.579702 | 203.404769 | 70.987661 | 10 |
| 1995 | 117.619304 | 229.878330 | 52.039457 | 8.672527 | 0.189847 | 62.841184 | 24.513053 | 0.025583 | 136.863862 | 6.315254 | 0.175661 | 20.072573 | 83.535937 | 6.376995 | 1.140391 | 0.011154 | 208.440440 | 152.791625 | 15.537376 | 10 |
| 1996 | 225.396554 | 224.796064 | 59.125821 | 1.389084 | 0.322888 | 3.504044 | 142.111881 | 0.128676 | 63.651474 | 8.689829 | 1.002008 | 36.255929 | 107.002051 | 7.282318 | 1.498226 | 0.047798 | 110.037593 | 161.716981 | 23.340222 | 10 |
| 1997 | 111.954510 | 122.971707 | 59.151282 | 4.643621 | 0.340579 | 98.027607 | 164.802443 | 0.222732 | 71.338044 | 8.166205 | 1.860790 | 47.772260 | 76.972270 | 6.250161 | 1.317520 | 0.087639 | 205.344730 | 101.472040 | 24.615994 | 10 |
| 1998 | 155.791308 | 175.418772 | 24.943552 | 16.109266 | 0.064075 | 138.955734 | 9.372944 | 0.148524 | 81.659420 | 0.599025 | 1.212122 | 11.191213 | 38.144435 | 3.563793 | 0.126547 | 0.023670 | 236.350320 | 126.684436 | 2.793636 | 10 |
| 1999 | 146.840186 | 182.716876 | 40.823732 | 3.125481 | 0.367113 | 112.325111 | 153.388420 | 0.345460 | 51.188137 | 6.298162 | 2.780354 | 40.587122 | 124.939282 | 5.031251 | 0.979591 | 0.093441 | 25.574631 | 160.045243 | 19.894808 | 10 |
Most frequent
| att28 | att40 | att27 | att44 | att25 | att37 | att13 | att20 | att5 | att26 | att9 | att4 | att7 | att41 | att34 | att14 | att18 | att45 | att16 | target | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 96.412628 | 99.277215 | 88.844803 | 4.465421 | 0.701503 | 151.512430 | 245.542373 | 0.177092 | 75.918792 | 14.564217 | 1.439767 | 79.643407 | 55.515769 | 8.511605 | 2.374833 | 0.194852 | 139.847046 | 93.099761 | 43.001618 | 7 | 2 |
| 1 | 146.840156 | 182.716896 | 40.823724 | 3.125474 | 0.367112 | 112.325117 | 153.388427 | 0.345460 | 51.188085 | 6.298156 | 2.780355 | 40.587063 | 124.939210 | 5.031251 | 0.979590 | 0.093441 | 25.574703 | 160.045228 | 19.894783 | 7 | 2 |
| 2 | 146.840186 | 182.716876 | 40.823732 | 3.125481 | 0.367113 | 112.325111 | 153.388420 | 0.345460 | 51.188137 | 6.298162 | 2.780354 | 40.587122 | 124.939282 | 5.031251 | 0.979591 | 0.093441 | 25.574631 | 160.045243 | 19.894808 | 10 | 2 |
| 3 | 179.073075 | 84.091260 | 60.015793 | 6.283034 | 1.344025 | 36.307726 | 279.029828 | 0.378662 | 96.985573 | 18.216678 | 2.976170 | 72.932386 | 0.258053 | 5.031491 | 3.252839 | 0.028214 | 126.587591 | 48.479657 | 47.329918 | 4 | 2 |
| 4 | 230.494801 | 48.560916 | 54.829161 | 3.230904 | 1.405340 | 1.378166 | 237.270375 | 0.404221 | 74.247756 | 19.421955 | 2.920517 | 95.241559 | 11.587915 | 6.954408 | 3.312714 | 0.301748 | 289.763078 | 26.042880 | 54.357863 | 6 | 2 |
| 5 | 302.475835 | 70.407720 | 135.845118 | 12.854732 | 2.234545 | 45.270754 | 115.916713 | 0.321661 | 197.306336 | 32.958339 | 2.287493 | 146.651174 | 309.876555 | 12.270304 | 5.736142 | 0.347859 | 185.644138 | 95.379602 | 89.093905 | 8 | 2 |